Muhammed Teshome

Prompt engineering → Context engineering → Harness engineering → Loop engineering → Graph engineering... → . . . What is Next ? You Just Need Better Harness and you will fix it when needed. @ImmersiveAI

New Video: Data Science Roadmap For individuals pursuing careers in artificial intelligence, working with data constitutes the primary responsibility. Data Science provides the essential tools, techniques, and methodologies required for effective data management. It serves as the foundational discipline for Data Analytics, AI Engineering, and related fields. The following is a brief overview and roadmap for Data Science. https://youtu.be/XxwsYE-hMk4 @ImmersiveAi

AI is rapidly evolving into a massive, multi-layered industry, forming the largest technology ecosystem in history. It is becoming foundational infrastructure like electricity, the internet, and computers. We are entering the intelligence age and heading toward the Singularity. View the complete AI ecosystem map here in this video: https://youtu.be/TbPd2gTBGRs @ImmersiveAi

AI Engineer Learning Roadmap (2026) 🎯 Step 1: Learn Python ✅ Variables & Data Types ✅ Loops & Functions ✅ Object-Oriented Programming ✅ Exception Handling ✅ File Handling ✅ Modules & Packages 🎯 Step 2: Master Python Libraries ✅ NumPy ✅ Pandas ✅ Matplotlib ✅ Scikit-learn 🎯 Step 3: Learn AI Fundamentals ✅ Artificial Intelligence ✅ Machine Learning ✅ Deep Learning ✅ Neural Networks ✅ Generative AI ✅ Large Language Models (LLMs) 🎯 Step 4: Learn Prompt Engineering ✅ Zero-shot Prompting ✅ One-shot Prompting ✅ Few-shot Prompting ✅ Role Prompting ✅ Chain of Thought Prompting 🎯 Step 5: Learn LLMs ✅ Tokenization ✅ Embeddings ✅ Context Window ✅ Temperature ✅ Model Parameters 🎯 Step 6: Learn RAG ✅ Embeddings ✅ Chunking ✅ Vector Databases ✅ Similarity Search ✅ Retrieval Pipeline 🎯 Step 7: Learn AI Agents ✅ Agent Architecture ✅ Memory ✅ Planning ✅ Tool Calling ✅ Multi-Agent Systems 🎯 Step 8: Learn AI Frameworks ✅ LangChain ✅ LangGraph ✅ LlamaIndex ✅ CrewAI 🎯 Step 9: Learn Backend Development ✅ FastAPI ✅ REST APIs ✅ Authentication ✅ Database Integration 🎯 Step 10: Deploy AI Applications ✅ Docker ✅ Git & GitHub ✅ Cloud Platforms (AWS, Azure, or GCP) ✅ Monitoring & Logging 🎯 Step 11: Build Projects ✅ AI Chatbot ✅ PDF Chat Assistant ✅ AI Research Assistant ✅ AI Resume Analyzer ✅ Customer Support Agent ✅ AI Coding Assistant Watch this Ai Roadmap Video 👇 : https://youtu.be/tKO4lOq32p0

. Python Full Course ... https://youtu.be/HnBPwSOIHCA

Python is ubiquitous, forming the foundational architecture of the modern world. Mastery of this language is essential. I have developed an eight-hour comprehensive course available at no cost. Additionally, a complimentary guidebook is provided to facilitate your learning. Successful completion requires only one week of undivided concentration. https://youtu.be/HnBPwSOIHCA

Act out of Pure Love. 🤍

Everything is Energy.

. Here is the map of Math 👇 https://youtu.be/wa65bGkElzg

You want to pursue Ai Engineering ? Study those math concept first : - Basic Math - Linear Algebra - Calculus - Probability and Statistics Watch the map of math in Onr video below 👇 @ImmersiveAi

Anthropic released Opus 5. 👽

Models to solve problems.

Sawubona Friends. I see you. ጁምዓኩም ሙባረክ!

Share yours. 😊

Phases of Artificial Intelligence Adoption as outlined by Boris Cherny, creator of Claude Code: 1. AI-Gated: Utilization of zero agents. 2. AI-Assisted: Utilization of one agent. 3. AI-Parallel: Utilization of approximately ten agents. 4. AI-Supervised: Utilization of over one hundred agents. 5. AI-Native: Utilization of over one thousand agents. @ImmersiveAI

GPT-6 escaped OpenAI's evals sandbox during testing on CyberGym, hacked into Hugging Face's prod DB to find the answers. HF couldn't use GPT or Anthropic models for defence, so they had to use GLM-5.2 to investigate the hack. American Ai hacked American System. then they use China's model to defend.😊 @ImmersiveAI

Gemini 3.6 Flash.🔥

On this.... Money is good. Earn it. Work hard. Build wealth. Money gives you options, security, and freedom—and those things matter. But never mistake it for ultimate reality. Money is a human invention, a social agreement that only has value because we collectively believe it does. It is part of the system we have built to organize society. Beyond all of that lies another dimension of human experience—one that cannot be bought, measured, or possessed. Call it spirituality, enlightenment, gnosis, closeness to God, union with the Divine, the Kingdom of God within, Taqwa, Ihsan, Moksha, Nirvana, awakening, or simply Truth. The name is not what matters. What matters is that countless sages, prophets, mystics, philosophers, and contemplatives across cultures have pointed toward the same insight: there is a fulfillment that no amount of wealth, status, or power can ever provide. Seek both: mastery of the world, and mastery of yourself.

Spainnnnnn....🎉